{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Anchor explanations for ImageNet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "os.environ[\"TF_USE_LEGACY_KERAS\"] = \"1\"\n",
    "\n",
    "import numpy as np\n",
    "import tensorflow as tf\n",
    "from tensorflow.keras.applications.inception_v3 import InceptionV3, preprocess_input, decode_predictions\n",
    "\n",
    "import matplotlib\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from alibi.datasets import load_cats\n",
    "from alibi.explainers import AnchorImage"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load InceptionV3 model pre-trained on ImageNet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = InceptionV3(weights='imagenet')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load and pre-process sample images"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The *load_cats* function loads a small sample of images of various cat breeds."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Images shape: (4, 299, 299, 3)\n"
     ]
    }
   ],
   "source": [
    "image_shape = (299, 299, 3)\n",
    "data, labels = load_cats(target_size=image_shape[:2], return_X_y=True)\n",
    "print(f'Images shape: {data.shape}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Apply image preprocessing, make predictions and map predictions back to categories. The output label is a tuple which consists of the class name, description and the prediction probability."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - 4s 4s/step\n",
      "[('n02123045', 'tabby', 0.82086897), ('n02123159', 'tiger_cat', 0.14372891), ('n02124075', 'Egyptian_cat', 0.01642174)]\n"
     ]
    }
   ],
   "source": [
    "images = preprocess_input(data)\n",
    "preds = model.predict(images)\n",
    "label = decode_predictions(preds, top=3)\n",
    "print(label[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Define prediction function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "predict_fn = lambda x: model.predict(x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Initialize anchor image explainer\n",
    "\n",
    "The segmentation function will be used to generate superpixels. It is important to have meaningful superpixels in order to generate a useful explanation. Please check scikit-image's [segmentation methods](http://scikit-image.org/docs/dev/api/skimage.segmentation.html) (*felzenszwalb*, *slic* and *quickshift* built in the explainer) for more information.\n",
    "\n",
    "In the example, the pixels not in the proposed anchor will take the average value of their superpixel. Another option is to superimpose the pixel values from other images which can be passed as a numpy array to the *images_background* argument."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - 2s 2s/step\n"
     ]
    }
   ],
   "source": [
    "segmentation_fn = 'slic'\n",
    "kwargs = {'n_segments': 15, 'compactness': 20, 'sigma': .5, 'start_label': 0}\n",
    "explainer = AnchorImage(predict_fn, image_shape, segmentation_fn=segmentation_fn, \n",
    "                        segmentation_kwargs=kwargs, images_background=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Explain a prediction\n",
    "\n",
    "The explanation of the below image returns a mask with the superpixels that constitute the anchor."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "i = 0\n",
    "plt.imshow(data[i]);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The *threshold*, *p_sample* and *tau* parameters are also key to generate a sensible explanation and ensure fast enough convergence. The *threshold* defines the minimum fraction of samples for a candidate anchor that need to lead to the same prediction as the original instance. While a higher threshold gives more confidence in the anchor, it also leads to longer computation time. *p_sample* determines the fraction of superpixels that are changed to either the average value of the superpixel or the pixel value for the superimposed image. The pixels in the proposed anchors are of course unchanged. The parameter *tau* determines when we assume convergence. A bigger value for *tau* means faster convergence but also looser anchor restrictions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - 0s 25ms/step\n",
      "4/4 [==============================] - 5s 304ms/step\n",
      "4/4 [==============================] - 1s 437ms/step\n",
      "4/4 [==============================] - 1s 448ms/step\n",
      "4/4 [==============================] - 1s 436ms/step\n"
     ]
    }
   ],
   "source": [
    "image = images[i]\n",
    "np.random.seed(0)\n",
    "explanation = explainer.explain(image, threshold=.95, p_sample=.5, tau=0.25)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Superpixels in the anchor:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(explanation.anchor);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A visualization of all the superpixels:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(explanation.segments);"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.14"
  },
  "varInspector": {
   "cols": {
    "lenName": 16,
    "lenType": 16,
    "lenVar": 40
   },
   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
    }
   },
   "types_to_exclude": [
    "module",
    "function",
    "builtin_function_or_method",
    "instance",
    "_Feature"
   ],
   "window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
